{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import mxnet as mx\n",
    "from mxnet import init, gluon, nd, autograd, image\n",
    "from mxnet.gluon.model_zoo import vision\n",
    "import numpy as np\n",
    "import zipfile\n",
    "import matplotlib.pyplot as plt\n",
    "from time import time\n",
    "%matplotlib inline\n",
    "ctx = mx.gpu()\n",
    "data_dir = '/home/sinyer/python/data/hotdog'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_data(route = data_dir):\n",
    "    train_imgs = gluon.data.vision.ImageFolderDataset(route+'/train',\n",
    "        transform=lambda X, y: augment(X, y, train_augs))\n",
    "    test_imgs = gluon.data.vision.ImageFolderDataset(route+'/test',\n",
    "        transform=lambda X, y: augment(X, y, test_augs))\n",
    "    return train_imgs, test_imgs\n",
    "\n",
    "def augment(data, label, augs):\n",
    "    data = data.astype('float32')\n",
    "    for aug in augs:\n",
    "        data = aug(data)\n",
    "    data = nd.transpose(data, (2,0,1))\n",
    "    return data, nd.array([label]).asscalar().astype('float32')\n",
    "\n",
    "def accuracy(output, label):\n",
    "    return nd.mean(output.argmax(axis=1)==label).asscalar()\n",
    "\n",
    "def evaluate_accuracy(data_iterator, net, ctx):\n",
    "    acc = 0.\n",
    "    for data, label in data_iterator:\n",
    "        data = data.as_in_context(ctx)\n",
    "        label = label.as_in_context(ctx)\n",
    "        output = net(data)\n",
    "        acc += accuracy(output, label)\n",
    "    return acc / len(data_iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batch_size = 32\n",
    "train_augs = [image.HorizontalFlipAug(.5),image.RandomCropAug((224,224))]\n",
    "test_augs = [image.CenterCropAug((224,224))]\n",
    "\n",
    "train_imgs, test_imgs = load_data()\n",
    "train_data = gluon.data.DataLoader(train_imgs, batch_size, shuffle=True)\n",
    "test_data = gluon.data.DataLoader(test_imgs, batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pretrained_net = vision.resnet18_v2(pretrained=True)\n",
    "\n",
    "net = vision.resnet18_v2(classes=2)\n",
    "net.features = pretrained_net.features\n",
    "net.output.initialize(init.Xavier())\n",
    "\n",
    "net.collect_params().reset_ctx(ctx)\n",
    "net.hybridize()\n",
    "loss = gluon.loss.SoftmaxCrossEntropyLoss()\n",
    "trainer = gluon.Trainer(net.collect_params(), 'sgd', {'learning_rate': 0.01, 'wd': 1e-3})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 loss:0.2783 tracc:0.8795 teacc:0.9250 time:16.309\n",
      "1 loss:0.1476 tracc:0.9415 teacc:0.9500 time:14.186\n",
      "2 loss:0.0914 tracc:0.9673 teacc:0.9475 time:14.444\n",
      "3 loss:0.0917 tracc:0.9678 teacc:0.9600 time:14.348\n",
      "4 loss:0.0679 tracc:0.9757 teacc:0.9513 time:14.306\n",
      "5 loss:0.0524 tracc:0.9812 teacc:0.9663 time:14.883\n",
      "6 loss:0.0474 tracc:0.9821 teacc:0.9600 time:14.090\n",
      "7 loss:0.0347 tracc:0.9901 teacc:0.9587 time:13.971\n",
      "8 loss:0.0453 tracc:0.9851 teacc:0.9625 time:13.843\n",
      "9 loss:0.0284 tracc:0.9931 teacc:0.9513 time:13.743\n",
      "tracc:0.993056 teacc:0.951250\n"
     ]
    },
    {
     "data": {
      "image/png": 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ISIAU7iIiAVK4i4gEKFG4m9k2MztgZr1mdt8Ufe42s+fM7Fkz+2Z9yxQRkdnIzNTBzNLA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9ea1b4dc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = 10\n",
    "\n",
    "a = []\n",
    "b = []\n",
    "for epoch in range(epochs):\n",
    "    train_loss = 0.\n",
    "    train_acc = 0.\n",
    "    start = time()\n",
    "    for data, label in train_data:\n",
    "        data = data.as_in_context(ctx)\n",
    "        label = label.as_in_context(ctx)\n",
    "        with autograd.record():\n",
    "            output = net(data)\n",
    "            l = loss(output, label)\n",
    "        l.backward()\n",
    "        trainer.step(batch_size)\n",
    "        train_loss = train_loss + nd.mean(l).asscalar()\n",
    "        train_acc = train_acc + accuracy(output, label)\n",
    "    test_acc = evaluate_accuracy(test_data, net, ctx)\n",
    "    \n",
    "    if epoch%1 == 0:\n",
    "        print(epoch, 'loss:%.4f tracc:%.4f teacc:%.4f time:%.3f'%(\n",
    "            train_loss/len(train_data), train_acc/len(train_data), test_acc, time()-start)) \n",
    "    a.append(train_acc/len(train_data))\n",
    "    b.append(test_acc)\n",
    "\n",
    "print('tracc:%f teacc:%f'%(train_acc/len(train_data), test_acc))\n",
    "plt.plot(np.arange(epochs), a, np.arange(epochs), b)\n",
    "plt.ylim(0,1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def classify_hotdog(net, fname):\n",
    "    with open(fname, 'rb') as f:\n",
    "        img = image.imdecode(f.read())\n",
    "    test_augs = [image.CenterCropAug((224,224))]\n",
    "    data, _ = augment(img, -1, test_augs)\n",
    "    data = data.expand_dims(axis=0)\n",
    "    out = nd.SoftmaxActivation(net(data.as_in_context(ctx)))\n",
    "    pred = int(nd.argmax(out, axis=1).asscalar())\n",
    "    prob = out[0][pred].asscalar()\n",
    "    label = train_imgs.synsets\n",
    "    return 'prob=%f, %s'%(prob, label[pred])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'prob=0.998356, hotdog'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iDY6ajmVKQmro6Ejla1RA3A5gY2qAsiAt6L44kEGTUdctDQ1lgvqZLihNoGmW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\nmCzhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e9d2e3e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = image.imread('test.jpeg')\n",
    "plt.imshow(img.asnumpy())\n",
    "classify_hotdog(net, 'test.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
